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TLDR Web Dev

IMPLEMENTING AN UNDO/REDO SYSTEM IN A COMPLEX VISUAL APPLICATION

This article goes over the design and implementation of a context-aware undo/redo system for Alkemion Studio, a complex visual application for TTRPGs. The main challenge was handling user interactions across multiple contexts, requiring a system that prevents undoing actions outside the user's current view to avoid confusion and data loss. The solution involves Action Classes with undo/redo functions, organized into Action Volumes managed by a central ActionStore singleton, and using a global Action Context to determine valid actions.

LANGGRAPH FOR COMPLEX WORKFLOWS

LangGraph is an LLM workflow orchestration library that helps developers build complex, multi-step automations using graph-based architectures with strong support for parallel processing. It supports structured responses, tool calling, and agent-based workflows that can cycle between LLM invocations and tool executions until completion. Unlike LangChain's DAG-based approach, LangGraph can handle cyclic workflows and parallel execution, making it useful for orchestrating multiple specialized LLM instances or creating automation pipelines that don't necessarily require LLMs at all.

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